Train Data Profile Report

Dataset statistics

Number of variables	20
Number of observations	20631
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.3 MiB
Average record size in memory	168.0 B

Variable types

Numeric	19
Categorical	1

Alerts

`(Bleed Enthalpy) - s17` is highly overall correlated with `(Bypass Ratio) - s15` and 12 other fields	High correlation
`(Bypass Ratio) - s15` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(Corrected Core Speed) (rpm) - s14` is highly overall correlated with `(Physical Core Speed) (rpm) - s9`	High correlation
`(Corrected Fan Speed) (rpm) - s13` is highly overall correlated with `(Bleed Enthalpy) - s17` and 11 other fields	High correlation
`(HPC Outlet Pressure) (psia) - s7` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(HPC Outlet Static Pressure) (psia) - s11` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(HPC Outlet Temperature) (◦R) - s3` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(High-Pressure Turbines Cool Air Flow) - s20` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(LPC Outlet Temperature) (◦R) - s2` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(LPT Outlet Temperature) (◦R) - s4` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(Low-Pressure Turbines Cool Air Flow) - s21` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(Physical Core Speed) (rpm) - s9` is highly overall correlated with `(Corrected Core Speed) (rpm) - s14`	High correlation
`(Physical Fan Speed) (rpm) - s8` is highly overall correlated with `(Bleed Enthalpy) - s17` and 11 other fields	High correlation
`(Ratio of Fuel Flow to Ps30) (pps/psia) - s12` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`Cycle` is highly overall correlated with `(Bleed Enthalpy) - s17` and 10 other fields	High correlation
`RUL` is highly overall correlated with `(Bleed Enthalpy) - s17` and 12 other fields	High correlation
`(Bypass-Duct Pressure) (psia) - s6` is highly imbalanced (86.0%)	Imbalance
`Setting 1 - c1` has 413 (2.0%) zeros	Zeros
`Setting 2 - c2` has 2070 (10.0%) zeros	Zeros

Reproduction

Analysis started	2024-05-24 14:55:32.524107
Analysis finished	2024-05-24 14:56:05.581949
Duration	33.06 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Engine
Real number (ℝ)

Distinct	100
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.506568

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	26
median	52
Q3	77
95-th percentile	96
Maximum	100
Range	99
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	29.227633
Coefficient of variation (CV)	0.56745449
Kurtosis	-1.2198241
Mean	51.506568
Median Absolute Deviation (MAD)	26
Skewness	-0.067815234
Sum	1062632
Variance	854.25453
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	362	1.8%
92	341	1.7%
96	336	1.6%
67	313	1.5%
83	293	1.4%
2	287	1.4%
95	283	1.4%
64	283	1.4%
86	278	1.3%
17	276	1.3%
Other values (90)	17579	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	192	0.9%
2	287	1.4%
3	179	0.9%
4	189	0.9%
5	269	1.3%
6	188	0.9%
7	259	1.3%
8	150	0.7%
9	201	1.0%
10	222	1.1%

Value	Count	Frequency (%)
100	200	1.0%
99	185	0.9%
98	156	0.8%
97	202	1.0%
96	336	1.6%
95	283	1.4%
94	258	1.3%
93	155	0.8%
92	341	1.7%
91	135	0.7%

Cycle
Real number (ℝ)

HIGH CORRELATION

Distinct	362
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.80786

Minimum	1
Maximum	362
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	52
median	104
Q3	156
95-th percentile	230
Maximum	362
Range	361
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	68.88099
Coefficient of variation (CV)	0.63305159
Kurtosis	-0.2185391
Mean	108.80786
Median Absolute Deviation (MAD)	52
Skewness	0.49990397
Sum	2244815
Variance	4744.5908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	100	0.5%
66	100	0.5%
97	100	0.5%
96	100	0.5%
95	100	0.5%
94	100	0.5%
93	100	0.5%
91	100	0.5%
90	100	0.5%
89	100	0.5%
Other values (352)	19631	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	100	0.5%
2	100	0.5%
3	100	0.5%
4	100	0.5%
5	100	0.5%
6	100	0.5%
7	100	0.5%
8	100	0.5%
9	100	0.5%
10	100	0.5%

Value	Count	Frequency (%)
362	1	< 0.1%
361	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
353	1	< 0.1%

Setting 1 - c1
Real number (ℝ)

ZEROS

Distinct	158
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.8701469 × 10^-6

Minimum	-0.0087
Maximum	0.0087
Zeros	413
Zeros (%)	2.0%
Negative	10061
Negative (%)	48.8%
Memory size	322.4 KiB

Quantile statistics

Minimum	-0.0087
5-th percentile	-0.0037
Q1	-0.0015
median	0
Q3	0.0015
95-th percentile	0.0036
Maximum	0.0087
Range	0.0174
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.0021873134
Coefficient of variation (CV)	-246.5927
Kurtosis	-0.0091316243
Mean	-8.8701469 × 10^-6
Median Absolute Deviation (MAD)	0.0015
Skewness	-0.024766267
Sum	-0.183
Variance	4.7843401 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	2.0%
0.0002	398	1.9%
0.0004	394	1.9%
-0.0005	390	1.9%
0.0001	382	1.9%
0.0005	381	1.8%
0.0006	379	1.8%
-0.0006	375	1.8%
0.0003	364	1.8%
0.0009	362	1.8%
Other values (148)	16793	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0087	1	< 0.1%
-0.0086	1	< 0.1%
-0.0084	1	< 0.1%
-0.0081	2	< 0.1%
-0.0078	1	< 0.1%
-0.0075	1	< 0.1%
-0.0074	3	< 0.1%
-0.0073	1	< 0.1%
-0.0072	2	< 0.1%
-0.007	2	< 0.1%

Value	Count	Frequency (%)
0.0087	1	< 0.1%
0.0083	1	< 0.1%
0.0077	1	< 0.1%
0.0076	1	< 0.1%
0.0074	3	< 0.1%
0.0073	1	< 0.1%
0.0072	4	< 0.1%
0.0071	2	< 0.1%
0.007	2	< 0.1%
0.0069	2	< 0.1%

Setting 2 - c2
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3508313 × 10^-6

Minimum	-0.0006
Maximum	0.0006
Zeros	2070
Zeros (%)	10.0%
Negative	9225
Negative (%)	44.7%
Memory size	322.4 KiB

Quantile statistics

Minimum	-0.0006
5-th percentile	-0.0004
Q1	-0.0002
median	0
Q3	0.0003
95-th percentile	0.0005
Maximum	0.0006
Range	0.0012
Interquartile range (IQR)	0.0005

Descriptive statistics

Standard deviation	0.00029306212
Coefficient of variation (CV)	124.66319
Kurtosis	-1.130447
Mean	2.3508313 × 10^-6
Median Absolute Deviation (MAD)	0.0003
Skewness	0.0090851197
Sum	0.0485
Variance	8.5885409 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
-0.0003	2104	10.2%
0.0001	2097	10.2%
0	2070	10.0%
0.0003	2065	10.0%
-0.0004	2051	9.9%
-0.0002	2049	9.9%
0.0002	2038	9.9%
-0.0001	2029	9.8%
0.0004	1997	9.7%
0.0005	1068	5.2%
Other values (3)	1063	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0006	34	0.2%
-0.0005	958	4.6%
-0.0004	2051	9.9%
-0.0003	2104	10.2%
-0.0002	2049	9.9%
-0.0001	2029	9.8%
0	2070	10.0%
0.0001	2097	10.2%
0.0002	2038	9.9%
0.0003	2065	10.0%

Value	Count	Frequency (%)
0.0006	71	0.3%
0.0005	1068	5.2%
0.0004	1997	9.7%
0.0003	2065	10.0%
0.0002	2038	9.9%
0.0001	2097	10.2%
0	2070	10.0%
-0.0001	2029	9.8%
-0.0002	2049	9.9%
-0.0003	2104	10.2%

(LPC Outlet Temperature) (◦R) - s2
Real number (ℝ)

HIGH CORRELATION

Distinct	310
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	642.68093

Minimum	641.21
Maximum	644.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	641.21
5-th percentile	641.92
Q1	642.325
median	642.64
Q3	643
95-th percentile	643.58
Maximum	644.53
Range	3.32
Interquartile range (IQR)	0.675

Descriptive statistics

Standard deviation	0.50005327
Coefficient of variation (CV)	0.00077807392
Kurtosis	-0.11204294
Mean	642.68093
Median Absolute Deviation (MAD)	0.34
Skewness	0.31652589
Sum	13259150
Variance	0.25005327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
642.5	190	0.9%
642.56	189	0.9%
642.53	188	0.9%
642.6	184	0.9%
642.67	179	0.9%
642.44	175	0.8%
642.63	175	0.8%
642.57	172	0.8%
642.64	168	0.8%
642.73	167	0.8%
Other values (300)	18844	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
641.21	1	< 0.1%
641.25	2	< 0.1%
641.27	3	< 0.1%
641.3	4	< 0.1%
641.31	1	< 0.1%
641.32	2	< 0.1%
641.33	2	< 0.1%
641.34	1	< 0.1%
641.35	1	< 0.1%
641.36	2	< 0.1%

Value	Count	Frequency (%)
644.53	2	< 0.1%
644.5	1	< 0.1%
644.47	1	< 0.1%
644.44	1	< 0.1%
644.39	1	< 0.1%
644.37	1	< 0.1%
644.35	1	< 0.1%
644.34	1	< 0.1%
644.31	1	< 0.1%
644.3	2	< 0.1%

(HPC Outlet Temperature) (◦R) - s3
Real number (ℝ)

HIGH CORRELATION

Distinct	3012
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1590.5231

Minimum	1571.04
Maximum	1616.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1571.04
5-th percentile	1581.11
Q1	1586.26
median	1590.1
Q3	1594.38
95-th percentile	1601.47
Maximum	1616.91
Range	45.87
Interquartile range (IQR)	8.12

Descriptive statistics

Standard deviation	6.1311495
Coefficient of variation (CV)	0.0038548006
Kurtosis	0.0077618224
Mean	1590.5231
Median Absolute Deviation (MAD)	4.05
Skewness	0.30894581
Sum	32814082
Variance	37.590994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1590.1	27	0.1%
1589.76	26	0.1%
1589.98	25	0.1%
1592.11	25	0.1%
1587.86	24	0.1%
1584.95	23	0.1%
1590.54	23	0.1%
1589.08	23	0.1%
1589.44	23	0.1%
1587.82	22	0.1%
Other values (3002)	20390	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1571.04	1	< 0.1%
1571.06	1	< 0.1%
1571.84	1	< 0.1%
1571.99	1	< 0.1%
1572.34	1	< 0.1%
1572.4	1	< 0.1%
1572.46	1	< 0.1%
1572.67	1	< 0.1%
1572.76	1	< 0.1%
1572.98	1	< 0.1%

Value	Count	Frequency (%)
1616.91	1	< 0.1%
1614.93	1	< 0.1%
1614.72	1	< 0.1%
1613.62	1	< 0.1%
1613.29	1	< 0.1%
1612.88	1	< 0.1%
1612.63	1	< 0.1%
1612.11	1	< 0.1%
1611.92	1	< 0.1%
1611.57	1	< 0.1%

(LPT Outlet Temperature) (◦R) - s4
Real number (ℝ)

HIGH CORRELATION

Distinct	4051
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1408.9338

Minimum	1382.25
Maximum	1441.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1382.25
5-th percentile	1395.62
Q1	1402.36
median	1408.04
Q3	1414.555
95-th percentile	1425.67
Maximum	1441.49
Range	59.24
Interquartile range (IQR)	12.195

Descriptive statistics

Standard deviation	9.0006048
Coefficient of variation (CV)	0.0063882383
Kurtosis	-0.16368086
Mean	1408.9338
Median Absolute Deviation (MAD)	6.04
Skewness	0.44319434
Sum	29067713
Variance	81.010886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1409.01	20	0.1%
1404.47	18	0.1%
1407.15	18	0.1%
1407.02	18	0.1%
1414.03	18	0.1%
1410.54	18	0.1%
1403.23	17	0.1%
1407.18	16	0.1%
1410.57	16	0.1%
1401.27	16	0.1%
Other values (4041)	20456	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1382.25	1	< 0.1%
1385.19	1	< 0.1%
1385.75	1	< 0.1%
1386.29	1	< 0.1%
1386.43	1	< 0.1%
1386.69	1	< 0.1%
1387.16	1	< 0.1%
1387.36	1	< 0.1%
1387.38	1	< 0.1%
1387.5	1	< 0.1%

Value	Count	Frequency (%)
1441.49	1	< 0.1%
1438.96	1	< 0.1%
1438.51	1	< 0.1%
1438.41	1	< 0.1%
1438.22	1	< 0.1%
1438.16	1	< 0.1%
1438.1	1	< 0.1%
1437.98	1	< 0.1%
1437.88	1	< 0.1%
1437.81	1	< 0.1%

(Bypass-Duct Pressure) (psia) - s6
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

21.61	20225
21.6	406

Length

Max length	5
Median length	5
Mean length	4.9803209
Min length	4

Characters and Unicode

Total characters	102749
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	21.61
2nd row	21.61
3rd row	21.61
4th row	21.61
5th row	21.61

Common Values

Value	Count	Frequency (%)
21.61	20225	98.0%
21.6	406	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
21.61	20225	98.0%
21.6	406	2.0%

Most occurring characters

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	102749	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	102749	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	102749	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

(HPC Outlet Pressure) (psia) - s7
Real number (ℝ)

HIGH CORRELATION

Distinct	513
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	553.36771

Minimum	549.85
Maximum	556.06
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	549.85
5-th percentile	551.74
Q1	552.81
median	553.44
Q3	554.01
95-th percentile	554.69
Maximum	556.06
Range	6.21
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.88509226
Coefficient of variation (CV)	0.0015994649
Kurtosis	-0.15794922
Mean	553.36771
Median Absolute Deviation (MAD)	0.6
Skewness	-0.39432894
Sum	11416529
Variance	0.7833883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
553.62	116	0.6%
553.76	115	0.6%
553.72	110	0.5%
553.94	110	0.5%
553.43	108	0.5%
553.74	107	0.5%
553.75	106	0.5%
554	105	0.5%
553.9	104	0.5%
553.52	103	0.5%
Other values (503)	19547	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
549.85	1	< 0.1%
550.34	1	< 0.1%
550.35	1	< 0.1%
550.42	1	< 0.1%
550.43	1	< 0.1%
550.48	2	< 0.1%
550.49	1	< 0.1%
550.5	1	< 0.1%
550.51	2	< 0.1%
550.52	1	< 0.1%

Value	Count	Frequency (%)
556.06	1	< 0.1%
555.86	1	< 0.1%
555.72	1	< 0.1%
555.7	1	< 0.1%
555.67	1	< 0.1%
555.66	1	< 0.1%
555.64	1	< 0.1%
555.61	1	< 0.1%
555.6	1	< 0.1%
555.58	1	< 0.1%

(Physical Fan Speed) (rpm) - s8
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.0967

Minimum	2387.9
Maximum	2388.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	2387.9
5-th percentile	2387.99
Q1	2388.05
median	2388.09
Q3	2388.14
95-th percentile	2388.22
Maximum	2388.56
Range	0.66
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	0.070985479
Coefficient of variation (CV)	2.9724709 × 10^-5
Kurtosis	0.33314901
Mean	2388.0967
Median Absolute Deviation (MAD)	0.05
Skewness	0.47941086
Sum	49268822
Variance	0.0050389382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.11	1181	5.7%
2388.1	1159	5.6%
2388.09	1149	5.6%
2388.08	1126	5.5%
2388.07	1077	5.2%
2388.12	1069	5.2%
2388.06	1050	5.1%
2388.13	1033	5.0%
2388.05	1013	4.9%
2388.04	910	4.4%
Other values (43)	9864	47.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.9	1	< 0.1%
2387.91	3	< 0.1%
2387.92	9	< 0.1%
2387.93	16	0.1%
2387.94	33	0.2%
2387.95	72	0.3%
2387.96	145	0.7%
2387.97	201	1.0%
2387.98	339	1.6%
2387.99	426	2.1%

Value	Count	Frequency (%)
2388.56	1	< 0.1%
2388.52	1	< 0.1%
2388.5	1	< 0.1%
2388.46	1	< 0.1%
2388.44	2	< 0.1%
2388.37	1	< 0.1%
2388.36	1	< 0.1%
2388.35	2	< 0.1%
2388.34	13	0.1%
2388.33	13	0.1%

(Physical Core Speed) (rpm) - s9
Real number (ℝ)

HIGH CORRELATION

Distinct	6403
Distinct (%)	31.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9065.2429

Minimum	9021.73
Maximum	9244.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	9021.73
5-th percentile	9042.55
Q1	9053.1
median	9060.66
Q3	9069.42
95-th percentile	9109.98
Maximum	9244.59
Range	222.86
Interquartile range (IQR)	16.32

Descriptive statistics

Standard deviation	22.08288
Coefficient of variation (CV)	0.0024359942
Kurtosis	9.3786813
Mean	9065.2429
Median Absolute Deviation (MAD)	8.13
Skewness	2.5553649
Sum	1.8702503 × 10⁸
Variance	487.65357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9058.88	16	0.1%
9060.37	15	0.1%
9060.55	15	0.1%
9056.86	15	0.1%
9063.22	15	0.1%
9060.87	15	0.1%
9054.54	14	0.1%
9061.05	14	0.1%
9057.95	14	0.1%
9065.47	14	0.1%
Other values (6393)	20484	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9021.73	1	< 0.1%
9023.85	1	< 0.1%
9024.27	1	< 0.1%
9024.42	1	< 0.1%
9025.22	1	< 0.1%
9025.29	1	< 0.1%
9026.08	1	< 0.1%
9026.17	1	< 0.1%
9026.19	1	< 0.1%
9026.66	1	< 0.1%

Value	Count	Frequency (%)
9244.59	1	< 0.1%
9239.76	1	< 0.1%
9228.53	1	< 0.1%
9226.6	1	< 0.1%
9224.87	1	< 0.1%
9224.53	1	< 0.1%
9223.56	1	< 0.1%
9221.31	1	< 0.1%
9220.88	1	< 0.1%
9219.81	1	< 0.1%

(HPC Outlet Static Pressure) (psia) - s11
Real number (ℝ)

HIGH CORRELATION

Distinct	159
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.541168

Minimum	46.85
Maximum	48.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	46.85
5-th percentile	47.15
Q1	47.35
median	47.51
Q3	47.7
95-th percentile	48.045
Maximum	48.53
Range	1.68
Interquartile range (IQR)	0.35

Descriptive statistics

Standard deviation	0.2670874
Coefficient of variation (CV)	0.0056180235
Kurtosis	-0.17219188
Mean	47.541168
Median Absolute Deviation (MAD)	0.18
Skewness	0.46932909
Sum	980821.84
Variance	0.071335679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.46	341	1.7%
47.57	338	1.6%
47.49	332	1.6%
47.45	332	1.6%
47.47	331	1.6%
47.52	326	1.6%
47.37	321	1.6%
47.48	319	1.5%
47.44	318	1.5%
47.43	311	1.5%
Other values (149)	17362	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46.85	1	< 0.1%
46.86	3	< 0.1%
46.88	2	< 0.1%
46.89	1	< 0.1%
46.9	1	< 0.1%
46.91	1	< 0.1%
46.92	3	< 0.1%
46.93	3	< 0.1%
46.94	6	< 0.1%
46.95	6	< 0.1%

Value	Count	Frequency (%)
48.53	1	< 0.1%
48.52	1	< 0.1%
48.48	1	< 0.1%
48.43	1	< 0.1%
48.41	4	< 0.1%
48.4	4	< 0.1%
48.39	3	< 0.1%
48.38	1	< 0.1%
48.37	2	< 0.1%
48.35	5	< 0.1%

(Ratio of Fuel Flow to Ps30) (pps/psia) - s12
Real number (ℝ)

HIGH CORRELATION

Distinct	427
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	521.41347

Minimum	518.69
Maximum	523.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	518.69
5-th percentile	520.04
Q1	520.96
median	521.48
Q3	521.95
95-th percentile	522.5
Maximum	523.38
Range	4.69
Interquartile range (IQR)	0.99

Descriptive statistics

Standard deviation	0.73755339
Coefficient of variation (CV)	0.0014145269
Kurtosis	-0.14491657
Mean	521.41347
Median Absolute Deviation (MAD)	0.5
Skewness	-0.44240724
Sum	10757281
Variance	0.54398501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521.63	143	0.7%
521.42	136	0.7%
521.35	131	0.6%
521.56	129	0.6%
521.66	126	0.6%
521.54	125	0.6%
521.69	124	0.6%
521.5	123	0.6%
521.46	121	0.6%
521.43	121	0.6%
Other values (417)	19352	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
518.69	1	< 0.1%
518.83	2	< 0.1%
518.94	1	< 0.1%
518.95	1	< 0.1%
518.98	1	< 0.1%
518.99	1	< 0.1%
519.01	1	< 0.1%
519.02	1	< 0.1%
519.03	1	< 0.1%
519.06	2	< 0.1%

Value	Count	Frequency (%)
523.38	2	< 0.1%
523.35	1	< 0.1%
523.31	1	< 0.1%
523.27	1	< 0.1%
523.26	2	< 0.1%
523.25	1	< 0.1%
523.24	1	< 0.1%
523.23	1	< 0.1%
523.21	1	< 0.1%
523.2	1	< 0.1%

(Corrected Fan Speed) (rpm) - s13
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.0962

Minimum	2387.88
Maximum	2388.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	2387.88
5-th percentile	2387.99
Q1	2388.04
median	2388.09
Q3	2388.14
95-th percentile	2388.23
Maximum	2388.56
Range	0.68
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.071918916
Coefficient of variation (CV)	3.0115586 × 10^-5
Kurtosis	0.38724376
Mean	2388.0962
Median Absolute Deviation (MAD)	0.05
Skewness	0.46979242
Sum	49268812
Variance	0.0051723304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.1	1164	5.6%
2388.09	1144	5.5%
2388.08	1129	5.5%
2388.11	1127	5.5%
2388.07	1112	5.4%
2388.12	1099	5.3%
2388.06	1005	4.9%
2388.05	987	4.8%
2388.13	976	4.7%
2388.04	952	4.6%
Other values (46)	9936	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.88	1	< 0.1%
2387.89	1	< 0.1%
2387.9	1	< 0.1%
2387.91	2	< 0.1%
2387.92	12	0.1%
2387.93	19	0.1%
2387.94	54	0.3%
2387.95	95	0.5%
2387.96	170	0.8%
2387.97	219	1.1%

Value	Count	Frequency (%)
2388.56	1	< 0.1%
2388.55	1	< 0.1%
2388.54	1	< 0.1%
2388.49	1	< 0.1%
2388.44	1	< 0.1%
2388.39	2	< 0.1%
2388.37	3	< 0.1%
2388.36	6	< 0.1%
2388.35	7	< 0.1%
2388.34	8	< 0.1%

(Corrected Core Speed) (rpm) - s14
Real number (ℝ)

HIGH CORRELATION

Distinct	6078
Distinct (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8143.7527

Minimum	8099.94
Maximum	8293.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	8099.94
5-th percentile	8122.505
Q1	8133.245
median	8140.54
Q3	8148.31
95-th percentile	8181.405
Maximum	8293.72
Range	193.78
Interquartile range (IQR)	15.065

Descriptive statistics

Standard deviation	19.076176
Coefficient of variation (CV)	0.0023424306
Kurtosis	8.8546645
Mean	8143.7527
Median Absolute Deviation (MAD)	7.54
Skewness	2.3725536
Sum	1.6801376 × 10⁸
Variance	363.90049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8138.89	17	0.1%
8141.85	17	0.1%
8136.89	16	0.1%
8140.79	15	0.1%
8140.65	15	0.1%
8140.49	15	0.1%
8140.33	15	0.1%
8140.89	15	0.1%
8136.69	15	0.1%
8140.97	15	0.1%
Other values (6068)	20476	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8099.94	1	< 0.1%
8101.49	1	< 0.1%
8102.82	1	< 0.1%
8103.27	1	< 0.1%
8103.77	1	< 0.1%
8103.98	1	< 0.1%
8104.46	1	< 0.1%
8104.78	1	< 0.1%
8104.82	1	< 0.1%
8105.22	1	< 0.1%

Value	Count	Frequency (%)
8293.72	1	< 0.1%
8290.25	1	< 0.1%
8289.63	1	< 0.1%
8288.26	1	< 0.1%
8282.5	1	< 0.1%
8279.86	1	< 0.1%
8279.79	1	< 0.1%
8276.2	1	< 0.1%
8274.65	1	< 0.1%
8273.15	1	< 0.1%

(Bypass Ratio) - s15
Real number (ℝ)

HIGH CORRELATION

Distinct	1918
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.4421456

Minimum	8.3249
Maximum	8.5848
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	8.3249
5-th percentile	8.3859
Q1	8.4149
median	8.4389
Q3	8.4656
95-th percentile	8.511
Maximum	8.5848
Range	0.2599
Interquartile range (IQR)	0.0507

Descriptive statistics

Standard deviation	0.037505038
Coefficient of variation (CV)	0.0044425955
Kurtosis	-0.12143
Mean	8.4421456
Median Absolute Deviation (MAD)	0.0252
Skewness	0.38825858
Sum	174169.91
Variance	0.0014066279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4309	38	0.2%
8.4318	37	0.2%
8.4468	36	0.2%
8.4442	35	0.2%
8.4128	34	0.2%
8.4453	32	0.2%
8.4446	32	0.2%
8.4371	31	0.2%
8.4209	31	0.2%
8.4226	31	0.2%
Other values (1908)	20294	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3249	1	< 0.1%
8.3279	1	< 0.1%
8.3303	1	< 0.1%
8.3358	2	< 0.1%
8.3365	1	< 0.1%
8.3387	1	< 0.1%
8.34	1	< 0.1%
8.3409	1	< 0.1%
8.3427	1	< 0.1%
8.3428	1	< 0.1%

Value	Count	Frequency (%)
8.5848	1	< 0.1%
8.5836	1	< 0.1%
8.5678	1	< 0.1%
8.5671	1	< 0.1%
8.5668	1	< 0.1%
8.5665	1	< 0.1%
8.5654	1	< 0.1%
8.5648	1	< 0.1%
8.5646	1	< 0.1%
8.5641	1	< 0.1%

(Bleed Enthalpy) - s17
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	393.21065

Minimum	388
Maximum	400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	388
5-th percentile	391
Q1	392
median	393
Q3	394
95-th percentile	396
Maximum	400
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.548763
Coefficient of variation (CV)	0.0039387616
Kurtosis	-0.039174043
Mean	393.21065
Median Absolute Deviation (MAD)	1
Skewness	0.35312566
Sum	8112329
Variance	2.3986669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
393	5445	26.4%
392	4578	22.2%
394	4063	19.7%
395	2339	11.3%
391	2022	9.8%
396	1185	5.7%
390	452	2.2%
397	436	2.1%
398	72	0.3%
389	30	0.1%
Other values (3)	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
388	1	< 0.1%
389	30	0.1%
390	452	2.2%
391	2022	9.8%
392	4578	22.2%
393	5445	26.4%
394	4063	19.7%
395	2339	11.3%
396	1185	5.7%
397	436	2.1%

Value	Count	Frequency (%)
400	1	< 0.1%
399	7	< 0.1%
398	72	0.3%
397	436	2.1%
396	1185	5.7%
395	2339	11.3%
394	4063	19.7%
393	5445	26.4%
392	4578	22.2%
391	2022	9.8%

(High-Pressure Turbines Cool Air Flow) - s20
Real number (ℝ)

HIGH CORRELATION

Distinct	120
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.816271

Minimum	38.14
Maximum	39.43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	38.14
5-th percentile	38.49
Q1	38.7
median	38.83
Q3	38.95
95-th percentile	39.09
Maximum	39.43
Range	1.29
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.18074643
Coefficient of variation (CV)	0.0046564604
Kurtosis	-0.11282911
Mean	38.816271
Median Absolute Deviation (MAD)	0.12
Skewness	-0.3584452
Sum	800818.48
Variance	0.032669271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.86	485	2.4%
38.89	476	2.3%
38.82	472	2.3%
38.87	460	2.2%
38.85	458	2.2%
38.83	457	2.2%
38.84	455	2.2%
38.88	452	2.2%
38.81	447	2.2%
38.8	447	2.2%
Other values (110)	16022	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.14	1	< 0.1%
38.16	1	< 0.1%
38.18	1	< 0.1%
38.19	1	< 0.1%
38.2	1	< 0.1%
38.21	1	< 0.1%
38.22	3	< 0.1%
38.23	5	< 0.1%
38.24	7	< 0.1%
38.25	9	< 0.1%

Value	Count	Frequency (%)
39.43	1	< 0.1%
39.41	1	< 0.1%
39.34	1	< 0.1%
39.32	1	< 0.1%
39.31	2	< 0.1%
39.3	2	< 0.1%
39.29	3	< 0.1%
39.28	1	< 0.1%
39.27	10	< 0.1%
39.26	7	< 0.1%

(Low-Pressure Turbines Cool Air Flow) - s21
Real number (ℝ)

HIGH CORRELATION

Distinct	4745
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.289705

Minimum	22.8942
Maximum	23.6184
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	22.8942
5-th percentile	23.09345
Q1	23.2218
median	23.2979
Q3	23.3668
95-th percentile	23.4535
Maximum	23.6184
Range	0.7242
Interquartile range (IQR)	0.145

Descriptive statistics

Standard deviation	0.10825087
Coefficient of variation (CV)	0.0046480139
Kurtosis	-0.11703945
Mean	23.289705
Median Absolute Deviation (MAD)	0.0724
Skewness	-0.35037496
Sum	480489.91
Variance	0.011718252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.3222	23	0.1%
23.3029	17	0.1%
23.2896	16	0.1%
23.3725	16	0.1%
23.371	15	0.1%
23.3491	15	0.1%
23.3497	15	0.1%
23.3315	15	0.1%
23.3002	15	0.1%
23.3309	15	0.1%
Other values (4735)	20469	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.8942	1	< 0.1%
22.9071	1	< 0.1%
22.9122	1	< 0.1%
22.9305	1	< 0.1%
22.9333	1	< 0.1%
22.9337	1	< 0.1%
22.9364	1	< 0.1%
22.9396	2	< 0.1%
22.9398	1	< 0.1%
22.9402	1	< 0.1%

Value	Count	Frequency (%)
23.6184	1	< 0.1%
23.6127	1	< 0.1%
23.6064	1	< 0.1%
23.6005	1	< 0.1%
23.5983	1	< 0.1%
23.589	1	< 0.1%
23.5862	2	< 0.1%
23.5858	1	< 0.1%
23.5825	1	< 0.1%
23.5791	1	< 0.1%

RUL
Real number (ℝ)

HIGH CORRELATION

Distinct	362
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.80786

Minimum	0
Maximum	361
Zeros	100
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	51
median	103
Q3	155
95-th percentile	229
Maximum	361
Range	361
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	68.88099
Coefficient of variation (CV)	0.63892363
Kurtosis	-0.2185391
Mean	107.80786
Median Absolute Deviation (MAD)	52
Skewness	0.49990397
Sum	2224184
Variance	4744.5908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	100	0.5%
61	100	0.5%
70	100	0.5%
69	100	0.5%
68	100	0.5%
67	100	0.5%
66	100	0.5%
65	100	0.5%
64	100	0.5%
63	100	0.5%
Other values (352)	19631	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	100	0.5%
1	100	0.5%
2	100	0.5%
3	100	0.5%
4	100	0.5%
5	100	0.5%
6	100	0.5%
7	100	0.5%
8	100	0.5%
9	100	0.5%

Value	Count	Frequency (%)
361	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
353	1	< 0.1%
352	1	< 0.1%

Auto

Heatmap
Table

	(Bleed Enthalpy) - s17	(Bypass Ratio) - s15	(Bypass-Duct Pressure) (psia) - s6	(Corrected Core Speed) (rpm) - s14	(Corrected Fan Speed) (rpm) - s13	(HPC Outlet Pressure) (psia) - s7	(HPC Outlet Static Pressure) (psia) - s11	(HPC Outlet Temperature) (◦R) - s3	(High-Pressure Turbines Cool Air Flow) - s20	(LPC Outlet Temperature) (◦R) - s2	(LPT Outlet Temperature) (◦R) - s4	(Low-Pressure Turbines Cool Air Flow) - s21	(Physical Core Speed) (rpm) - s9	(Physical Fan Speed) (rpm) - s8	(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	Cycle	Engine	RUL	Setting 1 - c1	Setting 2 - c2
(Bleed Enthalpy) - s17	1.000	0.643	0.146	0.032	0.618	-0.674	0.698	0.575	-0.626	0.605	0.678	-0.632	0.154	0.618	-0.684	0.553	0.014	-0.629	0.003	0.013
(Bypass Ratio) - s15	0.643	1.000	0.173	-0.019	0.687	-0.726	0.758	0.613	-0.682	0.651	0.732	-0.678	0.115	0.689	-0.745	0.571	0.021	-0.666	0.005	0.014
(Bypass-Duct Pressure) (psia) - s6	0.146	0.173	1.000	-0.044	0.167	-0.161	0.170	0.118	-0.147	0.136	0.160	-0.145	-0.010	0.162	-0.165	0.111	0.026	-0.128	-0.004	0.014
(Corrected Core Speed) (rpm) - s14	0.032	-0.019	-0.044	1.000	-0.328	0.086	-0.066	0.029	0.019	-0.019	-0.035	0.020	0.886	-0.326	0.101	0.294	-0.044	-0.202	-0.003	-0.019
(Corrected Fan Speed) (rpm) - s13	0.618	0.687	0.167	-0.328	1.000	-0.754	0.776	0.593	-0.676	0.649	0.737	-0.677	-0.182	0.807	-0.777	0.458	0.046	-0.573	-0.003	0.019
(HPC Outlet Pressure) (psia) - s7	-0.674	-0.726	-0.161	0.086	-0.754	1.000	-0.806	-0.643	0.716	-0.680	-0.774	0.715	-0.056	-0.755	0.794	-0.578	-0.033	0.679	-0.008	-0.017
(HPC Outlet Static Pressure) (psia) - s11	0.698	0.758	0.170	-0.066	0.776	-0.806	1.000	0.670	-0.750	0.717	0.812	-0.750	0.083	0.777	-0.832	0.615	0.025	-0.718	0.008	0.012
(HPC Outlet Temperature) (◦R) - s3	0.575	0.613	0.118	0.029	0.593	-0.643	0.670	1.000	-0.599	0.576	0.651	-0.610	0.143	0.592	-0.660	0.529	0.015	-0.606	-0.007	0.009
(High-Pressure Turbines Cool Air Flow) - s20	-0.626	-0.682	-0.147	0.019	-0.676	0.716	-0.750	-0.599	1.000	-0.640	-0.727	0.668	-0.111	-0.677	0.734	-0.568	-0.018	0.653	-0.006	-0.011
(LPC Outlet Temperature) (◦R) - s2	0.605	0.651	0.136	-0.019	0.649	-0.680	0.717	0.576	-0.640	1.000	0.693	-0.643	0.104	0.650	-0.706	0.534	0.014	-0.629	0.009	0.009
(LPT Outlet Temperature) (◦R) - s4	0.678	0.732	0.160	-0.035	0.737	-0.774	0.812	0.651	-0.727	0.693	1.000	-0.720	0.107	0.739	-0.800	0.605	0.025	-0.702	0.009	0.017
(Low-Pressure Turbines Cool Air Flow) - s21	-0.632	-0.678	-0.145	0.020	-0.677	0.715	-0.750	-0.610	0.668	-0.643	-0.720	1.000	-0.114	-0.677	0.736	-0.570	-0.016	0.657	-0.011	-0.010
(Physical Core Speed) (rpm) - s9	0.154	0.115	-0.010	0.886	-0.182	-0.056	0.083	0.143	-0.111	0.104	0.107	-0.114	1.000	-0.179	-0.046	0.402	-0.023	-0.322	-0.004	-0.018
(Physical Fan Speed) (rpm) - s8	0.618	0.689	0.162	-0.326	0.807	-0.755	0.777	0.592	-0.677	0.650	0.739	-0.677	-0.179	1.000	-0.775	0.455	0.043	-0.574	-0.003	0.013
(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	-0.684	-0.745	-0.165	0.101	-0.777	0.794	-0.832	-0.660	0.734	-0.706	-0.800	0.736	-0.046	-0.775	1.000	-0.593	-0.031	0.693	0.000	-0.010
Cycle	0.553	0.571	0.111	0.294	0.458	-0.578	0.615	0.529	-0.568	0.534	0.605	-0.570	0.402	0.455	-0.593	1.000	0.058	-0.787	-0.006	0.012
Engine	0.014	0.021	0.026	-0.044	0.046	-0.033	0.025	0.015	-0.018	0.014	0.025	-0.016	-0.023	0.043	-0.031	0.058	1.000	0.058	-0.020	-0.006
RUL	-0.629	-0.666	-0.128	-0.202	-0.573	0.679	-0.718	-0.606	0.653	-0.629	-0.702	0.657	-0.322	-0.574	0.693	-0.787	0.058	1.000	-0.001	-0.004
Setting 1 - c1	0.003	0.005	-0.004	-0.003	-0.003	-0.008	0.008	-0.007	-0.006	0.009	0.009	-0.011	-0.004	-0.003	0.000	-0.006	-0.020	-0.001	1.000	0.008
Setting 2 - c2	0.013	0.014	0.014	-0.019	0.019	-0.017	0.012	0.009	-0.011	0.009	0.017	-0.010	-0.018	0.013	-0.010	0.012	-0.006	-0.004	0.008	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Engine	Cycle	Setting 1 - c1	Setting 2 - c2	(LPC Outlet Temperature) (◦R) - s2	(HPC Outlet Temperature) (◦R) - s3	(LPT Outlet Temperature) (◦R) - s4	(Bypass-Duct Pressure) (psia) - s6	(HPC Outlet Pressure) (psia) - s7	(Physical Fan Speed) (rpm) - s8	(Physical Core Speed) (rpm) - s9	(HPC Outlet Static Pressure) (psia) - s11	(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	(Corrected Fan Speed) (rpm) - s13	(Corrected Core Speed) (rpm) - s14	(Bypass Ratio) - s15	(Bleed Enthalpy) - s17	(High-Pressure Turbines Cool Air Flow) - s20	(Low-Pressure Turbines Cool Air Flow) - s21	RUL
0	1	1	-0.0007	-0.0004	641.82	1589.70	1400.60	21.61	554.36	2388.06	9046.19	47.47	521.66	2388.02	8138.62	8.4195	392	39.06	23.4190	191
1	1	2	0.0019	-0.0003	642.15	1591.82	1403.14	21.61	553.75	2388.04	9044.07	47.49	522.28	2388.07	8131.49	8.4318	392	39.00	23.4236	190
2	1	3	-0.0043	0.0003	642.35	1587.99	1404.20	21.61	554.26	2388.08	9052.94	47.27	522.42	2388.03	8133.23	8.4178	390	38.95	23.3442	189
3	1	4	0.0007	0.0000	642.35	1582.79	1401.87	21.61	554.45	2388.11	9049.48	47.13	522.86	2388.08	8133.83	8.3682	392	38.88	23.3739	188
4	1	5	-0.0019	-0.0002	642.37	1582.85	1406.22	21.61	554.00	2388.06	9055.15	47.28	522.19	2388.04	8133.80	8.4294	393	38.90	23.4044	187
5	1	6	-0.0043	-0.0001	642.10	1584.47	1398.37	21.61	554.67	2388.02	9049.68	47.16	521.68	2388.03	8132.85	8.4108	391	38.98	23.3669	186
6	1	7	0.0010	0.0001	642.48	1592.32	1397.77	21.61	554.34	2388.02	9059.13	47.36	522.32	2388.03	8132.32	8.3974	392	39.10	23.3774	185
7	1	8	-0.0034	0.0003	642.56	1582.96	1400.97	21.61	553.85	2388.00	9040.80	47.24	522.47	2388.03	8131.07	8.4076	391	38.97	23.3106	184
8	1	9	0.0008	0.0001	642.12	1590.98	1394.80	21.61	553.69	2388.05	9046.46	47.29	521.79	2388.05	8125.69	8.3728	392	39.05	23.4066	183
9	1	10	-0.0033	0.0001	641.71	1591.24	1400.46	21.61	553.59	2388.05	9051.70	47.03	521.79	2388.06	8129.38	8.4286	393	38.95	23.4694	182

	Engine	Cycle	Setting 1 - c1	Setting 2 - c2	(LPC Outlet Temperature) (◦R) - s2	(HPC Outlet Temperature) (◦R) - s3	(LPT Outlet Temperature) (◦R) - s4	(Bypass-Duct Pressure) (psia) - s6	(HPC Outlet Pressure) (psia) - s7	(Physical Fan Speed) (rpm) - s8	(Physical Core Speed) (rpm) - s9	(HPC Outlet Static Pressure) (psia) - s11	(Ratio of Fuel Flow to Ps30) (pps/psia) - s12	(Corrected Fan Speed) (rpm) - s13	(Corrected Core Speed) (rpm) - s14	(Bypass Ratio) - s15	(Bleed Enthalpy) - s17	(High-Pressure Turbines Cool Air Flow) - s20	(Low-Pressure Turbines Cool Air Flow) - s21	RUL
20621	100	191	-0.0005	-0.0000	643.69	1610.87	1427.19	21.61	551.78	2388.26	9068.90	48.07	519.80	2388.28	8143.56	8.5092	398	38.39	23.1218	9
20622	100	192	-0.0009	0.0001	643.53	1601.23	1419.48	21.61	551.14	2388.17	9060.45	48.18	520.59	2388.21	8143.46	8.4892	397	38.56	23.0770	8
20623	100	193	-0.0001	0.0002	643.09	1599.81	1428.93	21.61	552.04	2388.29	9067.57	48.19	520.11	2388.19	8142.02	8.5424	397	38.47	23.0230	7
20624	100	194	-0.0011	0.0003	643.72	1597.29	1427.41	21.61	551.99	2388.23	9068.85	48.12	519.55	2388.22	8139.67	8.5215	394	38.38	23.1324	6
20625	100	195	-0.0002	-0.0001	643.41	1600.04	1431.90	21.61	551.42	2388.23	9069.69	48.22	519.71	2388.28	8142.90	8.5519	394	38.14	23.1923	5
20626	100	196	-0.0004	-0.0003	643.49	1597.98	1428.63	21.61	551.43	2388.19	9065.52	48.07	519.49	2388.26	8137.60	8.4956	397	38.49	22.9735	4
20627	100	197	-0.0016	-0.0005	643.54	1604.50	1433.58	21.61	550.86	2388.23	9065.11	48.04	519.68	2388.22	8136.50	8.5139	395	38.30	23.1594	3
20628	100	198	0.0004	0.0000	643.42	1602.46	1428.18	21.61	550.94	2388.24	9065.90	48.09	520.01	2388.24	8141.05	8.5646	398	38.44	22.9333	2
20629	100	199	-0.0011	0.0003	643.23	1605.26	1426.53	21.61	550.68	2388.25	9073.72	48.39	519.67	2388.23	8139.29	8.5389	395	38.29	23.0640	1
20630	100	200	-0.0032	-0.0005	643.85	1600.38	1432.14	21.61	550.79	2388.26	9061.48	48.20	519.30	2388.26	8137.33	8.5036	396	38.37	23.0522	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample